Questions, answered
The short version of everything brands ask us — about AI search, discovery, integrations, and pricing.
About Veristyle
What exactly does Veristyle do?
Veristyle enriches your product feed with style, fit, and color intelligence, delivers personalized recommendations on your site, and makes your products discoverable in AI answer engines like ChatGPT and Google AI. The result is higher conversion and fewer returns.
What is GEO / AEO, and why do fashion brands need it?
GEO (Generative Engine Optimization), also called AEO (Answer Engine Optimization), makes your products understandable and citable by AI answer engines. Over half of Gen Z already research products on ChatGPT, so brands that are legible to AI get recommended while others get left out.
How is Veristyle different from recommendation or tagging tools?
Veristyle is built for fashion and beauty and optimizes for both on-site discovery and AI answer engines. It matches shoppers to products by physical traits and style, not generic "customers also bought" logic.
Do I need customer measurements or style quizzes?
No. Veristyle infers fit and style signals automatically and enriches your existing catalog.
How do I integrate Veristyle with my store?
Install from the Shopify App Store or connect via API. It also works across Salesforce and headless commerce.
Will Veristyle slow down my site?
No. The widget loads asynchronously and enrichment runs off your critical path, so page speed is unaffected.
AI search & GEO
Does GEO work for beauty brands, or just apparel?
Both. Beauty queries are intent-shaped too ("fragrance-free moisturizer for reactive skin in winter"), and answer engines resolve them the same way: against structured product attributes. Veristyle’s trait model covers beauty, apparel, jewelry, and accessories.
How long until AI engines cite my products?
Enrichment is fast; the visible lag is engine re-crawl and indexing. Retrieval-based engines like Perplexity and ChatGPT Search can reflect improved data within weeks; training-data effects compound over months. Brands on Veristyle have seen around 5× AI visibility.
Will blocking AI crawlers protect my content?
It mostly protects your competitors. Blocked crawlers don’t make AI answers disappear; they make the answers recommend brands the engines can read. Most stores are better served allowing reputable AI crawlers and controlling what they see with structured data.
Do I need to publish an llms.txt file?
It is one of the cheapest AI-visibility wins: a plain-markdown summary of your site that assistants read first. Veristyle publishes one for its own site and generates them for merchant storefronts.
Is GEO just structured data markup?
Markup is the delivery mechanism, not the substance. A Product schema with only a name and price says nothing an answer engine can reason with. The substance is enriched attributes: fit, silhouette, material, occasion, styling context.
Product discovery
What does the on-site discovery widget do?
It gives shoppers a conversational, style-aware way to find products: describe the situation or need, get matching items, plus fit-aware recommendations and complete-the-look suggestions on product pages. No size quizzes.
How does Veristyle reduce returns?
Most fashion returns are wrong-fit or wrong-expectation purchases. Because every product carries fit and style traits, recommendations steer shoppers away from mismatches before checkout instead of after delivery.
Does it work for new products with no sales history?
Yes. Matching is based on computer-vision product understanding, not behavioral co-occurrence, so new items surface correctly from day one.
Can I customize how it looks?
Yes. The customization dashboard controls presentation, and the widget is designed to inherit your storefront’s look. Headless implementations can use the API and render entirely custom UI.
Integrations & data
Which platforms does Veristyle support?
Shopify via a native app install; Salesforce Commerce Cloud, BigCommerce, and headless or custom storefronts via the REST API, feed connectors, webhooks, and SDKs.
Do I have to change my storefront or replatform?
No. Enrichment and the structured data layer work with your existing product pages; shoppers see nothing change unless you enable the discovery widget.
What data does Veristyle need?
Your product feed — titles, images, and whatever attributes you have. Computer vision fills in the rest, tagging 200+ style, fit, and color traits per product. No customer measurements are collected.
Will it affect site performance?
No. The widget loads asynchronously and enrichment runs entirely off your critical rendering path, so Core Web Vitals are unaffected.
Pricing & plans
How much does Veristyle cost?
Pricing depends on catalog size and the capabilities you need. Self-serve plans are available on the Shopify App Store; for enterprise, book a demo and we will scope a plan with you.
Is there a contract or lock-in?
Self-serve plans are flexible monthly. Modify or cancel anytime. Enterprise agreements are tailored to your needs.
Do you offer a trial?
Yes. Start on Shopify, or book a demo to see Veristyle on your own catalog first.
Something we didn’t cover? Check the glossary for definitions, or ask us directly.
See Veristyle on your catalog
See how your products show up in AI search today, and what personalized discovery could do for your numbers.